iOn-Profiler: Intelligent Online Multi-Objective VNF Profiling With Reinforcement Learning

X Vasilakos, S Moazzeni, A Bravalheri… - … on Network and …, 2024 - ieeexplore.ieee.org
Leveraging the potential of Virtualised Network Functions (VNFs) requires a clear
understanding of the link between resource consumption and performance. The current …

Task Offloading Scheme for Survivability Guarantee Based on Traffic Prediction in 6G Edge Networks

Z Sun, H Yang, C Li, Q Yao, A Yu, J Zhang, Y Zhao… - Electronics, 2023 - mdpi.com
With the development of sixth-generation (6G) mobile networks, the rise of emerging
intelligent services has led to a huge increase in traffic. As an important technology to …

iOn-Profiler: intelligent Online multi-objective VNF Profiling with Reinforcement Learning

X Vasilakos, S Moazzeni, A Bravalheri… - arXiv preprint arXiv …, 2023 - arxiv.org
Leveraging the potential of Virtualised Network Functions (VNFs) requires a clear
understanding of the link between resource consumption and performance. The current …

Federated Transfer Component Analysis Towards Effective VNF Profiling

X ZhangB, S Moazzeni, JM Parra-Ullauri… - arXiv preprint arXiv …, 2024 - arxiv.org
The increasing concerns of knowledge transfer and data privacy challenge the traditional
gather-and-analyse paradigm in networks. Specifically, the intelligent orchestration of Virtual …